|
| 1 | +import time |
| 2 | +from unittest.mock import MagicMock |
| 3 | +from concurrent.futures import Future |
| 4 | + |
| 5 | +from dspy.utils.unbatchify import Unbatchify |
| 6 | + |
| 7 | + |
| 8 | +def simple_batch_processor(batch): |
| 9 | + """A simple batch function that adds 1 to each item.""" |
| 10 | + return [item + 1 for item in batch] |
| 11 | + |
| 12 | + |
| 13 | +def submit(self, input_item: any) -> Future: |
| 14 | + """Submits an item for processing and returns a Future.""" |
| 15 | + future = Future() |
| 16 | + self.input_queue.put((input_item, future)) |
| 17 | + return future |
| 18 | + |
| 19 | + |
| 20 | +Unbatchify.submit = submit |
| 21 | + |
| 22 | + |
| 23 | +def test_unbatchify_batch_size_trigger(): |
| 24 | + """Test that the batch processes exactly when max_batch_size is reached.""" |
| 25 | + batch_fn_mock = MagicMock(wraps=simple_batch_processor) |
| 26 | + unbatcher = Unbatchify(batch_fn=batch_fn_mock, max_batch_size=2, max_wait_time=5.0) |
| 27 | + |
| 28 | + futures = [] |
| 29 | + futures.append(unbatcher.submit(10)) |
| 30 | + time.sleep(0.02) |
| 31 | + assert batch_fn_mock.call_count == 0 |
| 32 | + |
| 33 | + futures.append(unbatcher.submit(20)) |
| 34 | + |
| 35 | + results_1_2 = [f.result() for f in futures] |
| 36 | + assert batch_fn_mock.call_count == 1 |
| 37 | + batch_fn_mock.assert_called_once_with([10, 20]) |
| 38 | + assert results_1_2 == [11, 21] |
| 39 | + |
| 40 | + futures_3_4 = [] |
| 41 | + futures_3_4.append(unbatcher.submit(30)) |
| 42 | + futures_3_4.append(unbatcher.submit(40)) |
| 43 | + |
| 44 | + results_3_4 = [f.result() for f in futures_3_4] |
| 45 | + time.sleep(0.01) |
| 46 | + assert batch_fn_mock.call_count == 2 |
| 47 | + assert batch_fn_mock.call_args_list[1].args[0] == [30, 40] |
| 48 | + assert results_3_4 == [31, 41] |
| 49 | + |
| 50 | + unbatcher.close() |
| 51 | + |
| 52 | + |
| 53 | + |
| 54 | +def test_unbatchify_timeout_trigger(): |
| 55 | + """Test that the batch processes after max_wait_time.""" |
| 56 | + batch_fn_mock = MagicMock(wraps=simple_batch_processor) |
| 57 | + wait_time = 0.15 |
| 58 | + unbatcher = Unbatchify(batch_fn=batch_fn_mock, max_batch_size=5, max_wait_time=wait_time) |
| 59 | + |
| 60 | + futures = [] |
| 61 | + futures.append(unbatcher.submit(100)) |
| 62 | + futures.append(unbatcher.submit(200)) |
| 63 | + |
| 64 | + time.sleep(wait_time / 2) |
| 65 | + assert batch_fn_mock.call_count == 0 |
| 66 | + |
| 67 | + results = [f.result() for f in futures] |
| 68 | + |
| 69 | + assert batch_fn_mock.call_count == 1 |
| 70 | + batch_fn_mock.assert_called_once_with([100, 200]) |
| 71 | + assert results == [101, 201] |
| 72 | + |
| 73 | + unbatcher.close() |
| 74 | + |
| 75 | + |
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